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Updated: Feb 9, 2026

Gene Transfer for Ischemic Heart Failure in a Preclinical Model
Published on: May 15, 2011
Screening genes associated with elevated neutrophil‑to‑lymphocyte ratio in chronic heart failure
Guoxing Wan1, Lihua Ji1, Wenbin Xia1
1Department of Cardiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong 515041, P.R. China.
Insights
The neutrophil-to-lymphocyte ratio (NLR) can predict heart failure (HF) prognosis. Researchers identified three key genes—SLC22A4, IL1R2, and VNN3—independently associated with elevated NLR in chronic heart failure (CHF) patients.
Area of Science:
- Biomarkers and Cardiovascular Disease Research
- Genomics and Molecular Biology
- Immunology and Inflammation
Background:
- The neutrophil-to-lymphocyte ratio (NLR) is a recognized prognostic marker in cardiovascular diseases, but its predictive accuracy for heart failure (HF) is limited.
- Identifying factors associated with elevated NLR could enhance prognostic predictions in HF patients.
Purpose of the Study:
- To identify key genes associated with elevated NLR in patients with chronic heart failure (CHF).
- To investigate the independent association of these genes with elevated NLR in CHF.
Main Methods:
- Analysis of gene expression profiles, hematological parameters, and clinical data from 197 CHF patients (GSE77343 database).
- Identification of differentially expressed genes (DEGs) using Pearson correlation and logistic regression.
- Gene Ontology and pathway enrichment analyses, and protein-protein interaction network construction.
- Utilized receiver operating characteristic (ROC) curves to assess predictive power.
Main Results:
- Initially identified 31 DEGs associated with elevated NLR, enriched in neutrophil activation, immunity, fluid shear stress, atherosclerosis, and cancer-related transcriptional misregulation.
- A mean NLR of 3.96 was established as the cutoff value.
- Solute carrier family 22 member 4 (SLC22A4), interleukin-1 receptor 2 (IL1R2), and vanin 3 (VNN3) were identified as independently associated with elevated NLR in CHF.
Conclusions:
- The genes SLC22A4, IL1R2, and VNN3 are potential decisive factors independently associated with elevated NLR in CHF patients.
- These genes may improve the prognostic value of NLR in heart failure management.
Abstract:
Neutrophil‑to‑lymphocyte ratio (NLR) is commonly considered a useful prognostic index for many cardiovascular diseases; however, it has limited sensitivity and specificity. Factors associated with elevated NLR may aid in the prediction of prognosis with heart failure (HF) in combination with NLR. The present study sought to identify decisive factors associated with NLR in HF patients and investigate their association with elevated NLR. The gene expression profile for blood samples from 197 individuals with chronic heart failure (CHF), with corresponding hematological parameters and clinical data were obtained from the public database, GSE77343. Differentially expressed genes (DEGs) were identified, and Gene Ontology and pathway enrichment analyses were performed. The protein‑protein interaction network was constructed with the Search Tool for the Retrieval of Interacting Genes along with Cytoscape. Receiver operating characteristic curves for predictive power, sensitivity and specificity were constructed. The present study identified specific associated DEGs by using Pearson linear correlation and logistic regression analysis. A mean NLR of 3.96 was determined as the cutoff value in the analysis. In total, 31 genes were initially identified as DEGs associated with elevated NLR. They were mainly enriched in neutrophil activation and neutrophil mediated immunity, in fluid shear stress and atherosclerosis, and transcriptional misregulation in cancer. Three focused DEGs, solute carrier family 22 member 4 (SLC22A4), interleukin‑1 receptor 2 (IL1R2) and vanin 3 (VNN3), were finally revealed to be independently associated with elevated NLR in CHF patients. The present study demonstrated that the three genes SLC22A4, IL1R2 and VNN3 may be independently associated with elevated NLR in CHF patients as potential decisive factors of NLR.
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